Shortly after it was first introduced in 2006, differential privacy became the flagship data privacy definition. Since then, numerous variants and extensions were proposed to a ...Celý popis
Shortly after it was fi rst introduced in 2006, diff erential privacy became the fl agship data privacy defi nition. Since then, numerous variants and extensions were proposed to adapt it to diff erent scenarios and attacker models. In this work, we propose a systematic taxonomy of these variants and extensions. We list all data privacy defi nitions based on diff erential privacy, and partition them into seven categories, depending on which aspect of the original defi nition is modifi ed. These categories act like dimensions: Variants from the same category cannot be combined, but variants from diff erent categories can be combined to form new defi nitions. We also establish a partial ordering of relative strength between these notions by summarizing existing results. Furthermore, we list which of these defi nitions satisfy some desirable properties, like composition, post-processing, and convexity by either providing a novel proof or collecting existing ones.
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